method,time_train_s,time_infer_s,time_train_s_per_1K,time_infer_s_per_1K,normalized-error,normalized-error-task,imputed,champ_delta,loss_rescaled,time_train_s_rescaled,time_infer_s_rescaled,rank,median_metric_error,median_time_train_s,median_time_infer_s,median_time_train_s_per_1K,median_time_infer_s_per_1K,median_normalized-error,median_normalized-error-task,median_imputed,median_champ_delta,median_loss_rescaled,median_time_train_s_rescaled,median_time_infer_s_rescaled,median_rank,rank=1_count,rank=2_count,rank=3_count,rank>3_count,elo,elo+,elo-,winrate,mrr TABPFNV2_GPU (tuned + ensemble),14425.017745771953,147.33083187377815,4401.396029095723,73.66242671660264,0.27516860637025115,0.3603555375107131,0.0,0.038105234440633594,0.026782950269144352,97206.53847125142,5748.512821917254,5.7727272727272725,0.22151,6554.713698530197,48.78112569650014,3899.4164285155534,55.8334682198027,0.17987789052252875,0.3534601056500293,0.0,0.014027742147710298,0.009805464057384642,76922.9404189982,3038.197671565286,3.0,11,4,3,15,1719.8,39.6,30.3,0.8915289256198347,0.4801184377951626 REALMLP (tuned + ensemble),21372.515179977676,15.681909071235143,7576.910333884578,13.311283840245572,0.4758709884053711,0.5150335164004382,0.0,0.07574206256804669,0.045271823351844084,149682.80929987264,797.3567089859678,9.196969696969697,0.23199,11845.681601381302,14.194016642040676,7141.940159399529,12.293594768542036,0.44270236511716554,0.4682312902019519,0.0,0.03826066759873625,0.02687212859881103,129127.09723567181,690.7149727636221,7.0,0,4,2,27,1603.2,37.3,32.0,0.8137052341597796,0.18165850096261016 TABM_GPU (tuned + ensemble),7759.403633462299,2.1001035646156025,4063.8948551919407,2.0262676290994976,0.5079988964437289,0.5440563382781555,0.0,0.0790871342651138,0.05662145831204036,68994.91604679843,112.78737728828092,9.848484848484848,0.22996,6619.307261109352,1.565106577343411,3372.559747313985,1.6579582265448953,0.4651893659350262,0.5420701690271631,0.0,0.038378144006785075,0.03425172068662737,47614.825535817596,107.26839105814781,9.0,2,1,2,28,1582.6,30.1,34.9,0.7988980716253443,0.20563982440305573 AutoGluon 1.3 (4h),6055.818895130286,4.270678644549565,3922.7285559191146,3.7248760797186677,0.49289366855599703,0.5145998717655849,0.0,0.08159774704016189,0.05211281940109976,55071.75177189554,226.07763766376502,10.727272727272727,0.23252,5245.15874774456,2.643711381488376,2727.5131652494383,3.239980099911348,0.4404834188453446,0.5458460772361734,0.0,0.03289499571493004,0.03718969914596063,42990.839716832954,133.93997628187762,8.0,2,3,0,28,1560.5,30.0,34.1,0.7789256198347108,0.21057530939150743 TABPFNV2_GPU (tuned),14425.017745771953,5.209287579613502,4401.396029095723,2.5426283197700723,0.4548654021522606,0.4934476784128812,0.0,0.07053987055307652,0.05344000271928163,97206.53847125142,204.9255427422306,10.787878787878787,0.22735,6554.713698530197,0.8280300378799439,3899.4164285155534,0.9826616035428936,0.36706067616596666,0.5176267485065693,0.0,0.03437211181910249,0.021856445988952963,76922.9404189982,51.81666634218519,6.0,1,9,2,21,1558.5,33.1,32.2,0.7775482093663911,0.2528154074311644 GBM (tuned + ensemble),1415.9841766067627,4.799208115006135,910.5198965732433,4.069284327482318,0.6237089744532728,0.6525581177848765,0.0,0.10428404160158442,0.06311285464696612,13668.933422648086,267.51058203721857,12.378787878787879,0.22857,1305.722465435664,2.759434594048394,771.5692555555095,2.4904788987789197,0.6590330537833339,0.6929140073332589,0.0,0.04583211069062432,0.04469640874832902,13185.517460723013,113.47473834277966,11.0,1,0,1,31,1521.2,25.7,36.4,0.7413911845730028,0.13499068874884596 TABPFNV2_GPU (default),11.52095359335042,1.0633954972129076,6.06940244179637,0.672221391108446,0.5098348478838993,0.5763734971282789,0.0,0.08650643788287256,0.07123949707004915,98.45527177302218,43.21321073170591,13.181818181818182,0.22839,8.920613225301107,0.4424108028411865,4.216795518748306,0.554313340790968,0.35267762555284565,0.4964096417837951,0.0,0.046436046436047484,0.024781083502458036,86.18639524525906,32.62493249187355,5.0,4,1,4,24,1500.9,28.3,39.0,0.7231404958677686,0.25894171083751066 CAT (tuned + ensemble),6111.719856242539,1.006158811716921,3790.183958691414,0.8907615430657749,0.6455557540407405,0.6592143082058544,0.0,0.10086936448956937,0.06664334011743277,60543.81785886913,53.55072795645876,14.06060606060606,0.23306,3546.8591198126474,0.7182260619269477,2034.851316438205,0.804742177327474,0.6050990092049177,0.6841715460836575,0.0,0.057913957490063894,0.05601309827846158,22945.70625086803,41.43902270876451,13.0,0,0,2,31,1481.0,30.1,31.9,0.703168044077135,0.10100258106957156 TABICL_GPU (default),17.601916466818917,2.220749478067212,8.223267143306801,1.62619082060654,0.5676760927563484,0.6167304326779658,0.21212121212121213,0.0885594645099666,0.06951992440652786,118.07631364935412,95.53326061925603,14.378787878787879,0.21659,12.685983737309774,1.1608605914645724,7.267564825342236,1.640227848921365,0.5876984027531944,0.7272892322270896,0.0,0.04180356358509396,0.026535607179780867,110.9966550885031,89.55280278440337,10.0,4,3,1,25,1473.7,26.6,30.8,0.6959366391184573,0.24335886946636603 TABM_GPU (tuned),7759.403633462299,0.20657940898278745,4063.8948551919407,0.21768183700894184,0.609895479329719,0.6093055261596303,0.0,0.09090766997883803,0.07407083534637013,68994.91604679843,11.66689658584399,14.469696969696969,0.23179,6619.307261109352,0.18380210134718153,3372.559747313985,0.207815816005071,0.5598513637019573,0.6254805836016907,0.0,0.04895084966574903,0.04210334551764721,47614.825535817596,11.061181528720304,14.0,0,2,1,30,1471.9,25.4,27.7,0.693870523415978,0.12042284667296002 CAT (tuned),6111.719856242539,0.1329929079672303,3790.183958691414,0.13532680535635316,0.6728787851175252,0.6792836442667326,0.0,0.10338894489993479,0.06791309035479874,60543.81785886913,7.594073997033244,14.969696969696969,0.22837,3546.8591198126474,0.09593041737874348,2034.851316438205,0.09676511402452573,0.647597639226874,0.6911120328445807,0.0,0.05854822331192988,0.05607775996232369,22945.70625086803,5.6651414641322715,14.0,0,1,1,31,1460.5,27.2,28.4,0.6825068870523416,0.10441246932104374 GBM (tuned),1415.9841766067627,0.7482920802402174,910.5198965732433,0.7792669151777867,0.6969993606145813,0.6924613027004218,0.0,0.10949149242597529,0.07146136760763892,13668.933422648086,44.04955699034316,15.348484848484848,0.23047,1305.722465435664,0.3891807476679484,771.5692555555095,0.32246047162149255,0.7229707836237061,0.6960725352902953,0.0,0.05089516062517585,0.0589344586982637,13185.517460723013,17.561755180687065,15.0,0,0,0,33,1453.0,27.4,32.4,0.6738980716253443,0.07464942620240468 XGB (tuned + ensemble),1916.6055530242247,2.961519778778256,1177.527465794311,3.6728650211989002,0.7185677192768513,0.722148041893201,0.0,0.11542292686657665,0.07837696956248971,16012.343458246229,184.54969165931055,16.560606060606062,0.22933,1391.6566625965966,1.6547198295593262,828.736683312722,2.3118448001769525,0.764137252094651,0.7358430401520624,0.0,0.060774906477773616,0.059085857523070544,12341.448622348875,104.93870139682326,15.0,0,0,0,33,1426.6,25.3,28.7,0.6463498622589532,0.07391568853347559 CAT (default),152.82380405130613,0.14037318871880222,127.11927189400713,0.16217538557702282,0.7280864974283284,0.7512406750981568,0.0,0.11924475836986947,0.07620192670528358,502.113809148077,8.351109219795852,16.696969696969695,0.22377,11.973733305931091,0.15812701649136013,8.50783362735807,0.12332610453035381,0.8380223338819129,0.8033087154025523,0.0,0.05487383563224202,0.03792057600443833,113.47556087857672,7.212822094475863,17.0,0,2,0,31,1418.8,37.7,29.0,0.6432506887052342,0.09678993813551463 MNCA_GPU (tuned),10961.64198641737,0.5195780056494254,6318.399005594662,0.47834981044798197,0.7647328075370147,0.6898374034753542,0.0,0.1103572864806074,0.0800405306609752,105260.96546626008,25.986174703676685,17.742424242424242,0.23735,10053.083413600922,0.4133593638737996,6147.690948218725,0.484748090925306,0.8482811842457822,0.7606311221156988,0.0,0.06726118482226873,0.07061019028987191,89084.88026764008,22.392018959457452,17.0,1,0,0,32,1399.0,32.5,31.2,0.6194903581267218,0.10140865667548635 TABM_GPU (default),28.548644328920126,0.1798720349366416,18.542173393427806,0.19723712265145438,0.6977749862118511,0.7149920612365777,0.0,0.12066262568276763,0.09211746164016242,318.94007895221296,9.774328855022276,17.78787878787879,0.2315,20.942287389437357,0.15928708182440865,12.243907458197643,0.15399858651571716,0.6569935308526149,0.6827665147004843,0.0,0.0643765592382024,0.04493622716672658,186.77830789084513,9.305311172432566,16.0,0,0,1,32,1399.5,28.3,27.9,0.6184573002754821,0.08617602260911217 XGB (tuned),1916.6055530242247,0.652148759324944,1177.527465794311,0.8866854120458099,0.7588074126661332,0.7461617910569237,0.0,0.11776030589331012,0.0818292044946032,16012.343458246229,38.50908627958101,18.09090909090909,0.23215,1391.6566625965966,0.25174130333794487,828.736683312722,0.3364459349309477,0.8235105262706657,0.7756241929814622,0.0,0.06701911684547046,0.05575460601692295,12341.448622348875,17.273530689905304,17.0,0,0,0,33,1390.5,23.2,24.3,0.6115702479338843,0.06266615528226868 MNCA_GPU (tuned + ensemble),10961.64198641737,10.701994556690307,6318.399005594662,8.75762576226945,0.6676135227367788,0.6534477080949888,0.0,0.11364677800622328,0.08762387807842323,105260.96546626008,520.9142587851533,18.151515151515152,0.23071,10053.083413600922,8.386180957158407,6147.690948218725,8.148513113458952,0.7048964433216691,0.7058737809385717,0.0,0.07494103959274867,0.05038781311089743,89084.88026764008,418.52804655660253,15.0,0,1,4,28,1389.5,31.3,27.3,0.6101928374655647,0.11804912964918021 TABDPT_GPU (default),70.92158105132556,22.39591003114527,34.81759719100062,31.279468309323132,0.6222872639977844,0.6468633419407165,0.0,0.12299859864430328,0.07605368916267982,622.0717388752522,1500.5607209171305,18.636363636363637,0.22801,66.73408037026724,21.411699827512106,28.844939328856388,9.008305936432574,0.7018399153398434,0.7397102470891475,0.0,0.060533105776061635,0.04402125832146232,592.5429859587771,1255.434427440434,15.0,5,0,3,25,1378.9,28.6,26.7,0.5991735537190083,0.23623457185050586 REALMLP (tuned),21372.515179977676,0.7507762807788271,7576.910333884578,0.7684449786885911,0.7939247948511633,0.7300163658944212,0.0,0.11091064673017946,0.08420419305125372,149682.80929987264,40.78238583214569,19.272727272727273,0.23636,11845.681601381302,0.6823460261027018,7141.940159399529,0.7133444196440386,0.8902891579003764,0.7867023319953254,0.0,0.0725920001334972,0.0601983861857661,129127.09723567181,34.94993703848655,19.0,0,0,0,33,1366.1,27.0,24.2,0.5847107438016529,0.06198998601813431 EBM (tuned + ensemble),3334.2171648572994,0.32795600762672295,2025.6302479633398,0.2872227792040727,0.8075157818891786,0.8174517621532933,0.0,0.15173080345823362,0.13052482131305762,30754.382185448365,16.68266150462009,20.454545454545453,0.2332,1953.8706483443577,0.2473998334672716,1331.6775166450918,0.20701186245225042,0.9152208832034938,0.8754163899058429,0.0,0.08428901213465023,0.06235962049926,20856.10396834409,10.735277156769923,20.0,0,1,1,31,1343.2,40.7,31.3,0.5578512396694215,0.08476526991548487 MNCA_GPU (default),29.288330355718077,0.40948904010181875,16.590279085679306,0.35807771432707775,0.8402594157175141,0.7888402529369766,0.0,0.1406153506333289,0.09170738554084455,276.94632919034655,19.94068662634551,20.606060606060606,0.22862,25.066760566499497,0.27276016076405846,16.16104653455061,0.3065299705640804,1.0,0.837956478652546,0.0,0.07623534801441778,0.06857639602487717,228.23494043552506,15.69192319835031,23.0,1,0,0,32,1338.8,31.2,30.5,0.5544077134986226,0.08828110124295789 NN_TORCH (tuned + ensemble),9308.194376095618,3.24606818494572,4341.07923497529,2.933380560418068,0.802657382706495,0.7817195773599878,0.0,0.12378813274534023,0.09334425293059885,82898.10974181342,162.20152509802003,20.848484848484848,0.22969,7022.24924369653,2.462759764989217,3704.2987009192075,2.0735716422398887,0.930412134618256,0.8720250490602853,0.0,0.06940821370965833,0.07002611736954287,61441.834728019065,130.8351426094471,21.0,0,0,0,33,1335.3,26.6,32.9,0.5488980716253443,0.06285775142221346 FASTAI (tuned + ensemble),2586.283754560923,8.835338537861603,1679.575121937614,9.999499001724324,0.8119228672635717,0.8138716785600797,0.0,0.15059766833714266,0.11070319517972349,25493.071594867495,506.3190878191587,22.303030303030305,0.23902,2267.9460870583853,8.057986391915215,1459.621189354467,8.056269308662202,1.0,0.9463301969020725,0.0,0.08142732439291223,0.07668125691859373,23829.87732673067,529.4584115089291,25.0,0,1,0,32,1304.1,28.9,31.8,0.5158402203856749,0.07841733762965925 EBM (tuned),3334.2171648572994,0.039938361395890465,2025.6302479633398,0.03842942493274479,0.8642304432135278,0.850758214011235,0.0,0.15904602009171812,0.14032650671114255,30754.382185448365,2.017057965351221,23.196969696969695,0.23722,1953.8706483443577,0.031091478135850694,1331.6775166450918,0.0236834002099177,1.0,0.9261802748520466,0.0,0.08863297174906726,0.06750589165199133,20856.10396834409,1.153393324267757,24.5,0,0,1,32,1285.3,30.9,32.6,0.49552341597796146,0.062143899880541004 XT (tuned + ensemble),703.3360121879513,1.4757844792471992,499.8225911726898,1.6427389690079335,0.8674363866200484,0.8492136265596752,0.0,0.16715313828414352,0.11801888702572687,7431.679531233592,85.61436209689451,23.818181818181817,0.22915,666.2221839348475,1.1989427142673068,416.3888649592797,1.3925002488586609,1.0,0.9381075443148919,0.0,0.0949585994043769,0.08051595297351705,5771.537607935009,73.42784180878955,28.0,0,0,0,33,1271.0,25.6,28.2,0.48140495867768596,0.06552519849785002 REALMLP (default),61.55620003902551,2.199364337054166,23.766190232911814,3.888303606152853,0.8938686286103368,0.8414605427842325,0.0,0.13659547863571214,0.09916404744497234,472.7426363451822,178.7306059988246,23.90909090909091,0.24019,34.34356644153595,2.147673739327325,22.956048451914754,1.874601753285076,1.0,0.8840139535607087,0.0,0.09824845633171009,0.07835768789261277,423.03198035956245,122.65530136908377,24.0,0,0,0,33,1270.9,25.8,30.3,0.4793388429752066,0.0489327392838188 EBM (default),11.36624160479215,0.05860419851360899,6.793468845812911,0.0773696538255326,0.8522431620799785,0.8610325368892559,0.0,0.16705792167105993,0.14403163190193527,110.45760612579903,3.6748575166769917,24.424242424242426,0.2295,8.053060743543837,0.04657702445983887,5.893546446579368,0.07326012604396624,1.0,0.9402092401503581,0.0,0.09424073545770384,0.06816679495540655,98.43282840770306,3.379332756535156,24.0,1,0,2,30,1261.1,20.7,33.7,0.46763085399449034,0.08937452107274817 NN_TORCH (tuned),9308.194376095618,0.17523537565160682,4341.07923497529,0.18444769841251837,0.8925933517820612,0.8525330732814086,0.0,0.14530737623012074,0.11490712279864919,82898.10974181342,9.391699534826044,25.833333333333332,0.23735,7022.24924369653,0.12440276145935059,3704.2987009192075,0.1432880461215973,1.0,0.9213694720504713,0.0,0.10352602970716274,0.09298739144390704,61441.834728019065,8.032002608597933,27.0,0,0,0,33,1228.9,33.4,30.0,0.4356060606060606,0.04493300604891883 XT (tuned),703.3360121879513,0.18311701848450734,499.8225911726898,0.22461498391827245,0.89799267281555,0.8757281942517654,0.0,0.17646473015198452,0.12710160959027111,7431.679531233592,11.223370223330804,26.0,0.23322,666.2221839348475,0.15195075670878092,416.3888649592797,0.1793043116994795,1.0,0.9650314344860238,0.0,0.10675112745769633,0.08518673798205481,5771.537607935009,9.73206235571111,30.0,0,0,0,33,1226.9,28.3,39.9,0.4318181818181818,0.05026967478648974 FASTAI (tuned),2586.283754560923,0.6978744876103771,1679.575121937614,0.8367693422775803,0.9062347004381547,0.8675625596567081,0.0,0.16356019930992516,0.12882088540610667,25493.071594867495,42.13403882164382,26.257575757575758,0.24143,2267.9460870583853,0.7035322189331055,1459.621189354467,0.8899622596800327,1.0,0.9669791006893959,0.0,0.09698817844994467,0.08330206169020851,23829.87732673067,41.63294608315149,27.0,0,0,0,33,1220.1,31.2,32.9,0.4259641873278237,0.048489209073481906 XGB (default),4.978699986862414,0.2737259887284301,3.296637309611259,0.3881253273013503,0.9697851500357809,0.9191109538180672,0.0,0.15400703896734852,0.13025661123342613,47.96472220742737,17.685235315861274,27.439393939393938,0.24149,4.367259449428982,0.2072049856185913,3.054087114292606,0.2414376437664032,1.0,0.9595656785141815,0.0,0.11112425419154659,0.0975503136316605,45.44297154665395,12.112444004915941,27.0,0,0,0,33,1192.4,31.2,27.0,0.3991046831955923,0.039206793811802795 GBM (default),5.590238305133601,0.278970559357794,3.7124463506088845,0.2797426445645519,0.9622682225240324,0.9201123261076833,0.0,0.1586723338623166,0.1217633613331393,57.36690638815629,17.058911558436503,28.454545454545453,0.24755,5.0517880121866865,0.22849366399976942,3.3870700945456824,0.15827762661722877,1.0,0.9539307250181628,0.0,0.10895934672449292,0.10403475244674416,43.79388559366092,9.72233278292159,28.0,0,0,0,33,1171.2,24.7,29.1,0.3760330578512397,0.03733169098785957 RF (tuned + ensemble),892.1954686825525,1.4854835507845638,550.3470940724247,1.5940359327620437,0.9289607706528442,0.9032274841645478,0.0,0.18064329945585395,0.1444018882162356,8295.175259470323,82.18254749521213,28.575757575757574,0.23505,784.4848535855612,1.0802352163526747,572.6733661144972,1.4206488404155224,1.0,0.9909492733665423,0.0,0.11473727839757886,0.09748097407587406,7404.509259652326,76.20706350974088,31.0,0,0,0,33,1166.9,28.9,29.6,0.37327823691460055,0.04530116764974994 RF (tuned),892.1954686825525,0.16340523231711854,550.3470940724247,0.20470746704551906,0.9635085518401064,0.9323210252823122,0.0,0.19214798753197954,0.1539601229484898,8295.175259470323,9.800022397387403,30.96969696969697,0.23333,784.4848535855612,0.1385154088338216,572.6733661144972,0.14341358177200286,1.0,0.9927680372167216,0.0,0.12553920534461527,0.1162834063711407,7404.509259652326,8.630503216322625,33.0,0,0,0,33,1106.8,38.9,28.2,0.31887052341597794,0.0355003538680906 NN_TORCH (default),31.202770278670574,0.17605404147395382,18.191025653235105,0.1946935658503532,0.9707785770094968,0.9452354201229408,0.0,0.1960089908501652,0.16561314663710547,307.7875153991938,9.709642602635572,32.46969696969697,0.23746,21.156466828452217,0.13171541690826416,11.818497713406881,0.14659688817979757,1.0,0.9967824967824969,0.0,0.1451120060624711,0.1156261970018704,210.45346039107372,7.909338196312241,33.0,0,0,0,33,1068.6,41.2,26.1,0.2847796143250689,0.03409050272167961 FASTAI (default),10.065239688764116,0.6049560324511544,5.915643660471347,0.6570296472609841,0.9798376084459804,0.9522527051475422,0.0,0.22111992018579335,0.19830607557476165,95.24755640719609,34.77327333774118,34.0,0.25653,7.87360077434116,0.4848888476689657,5.1820077836540115,0.6521266629591491,1.0,1.0,0.0,0.1525216037950643,0.1310864418065254,93.12290255921157,34.91731418633814,36.0,0,0,0,33,1024.7,30.8,32.8,0.25,0.03151803306343119 XT (default),0.822556706068893,0.08127484409897415,0.471496074166279,0.09148027851361618,0.969003331715743,0.9501038796765102,0.0,0.2459383969733959,0.24789102243280292,7.127294712723843,4.867665484175484,34.54545454545455,0.2625,0.7219058142768012,0.06215476195017497,0.4238388518146615,0.07849177235630946,1.0,1.0,0.0,0.18315770932006714,0.15512507020900368,6.235138739070136,4.456198846093199,38.0,0,0,0,33,1008.4,33.7,29.1,0.23760330578512398,0.03293316154552977 RF (default),1.0802604700981167,0.07677059518769132,0.52542853627611,0.08878926590315098,0.9963176578450126,0.9722374063488899,0.0,0.23547329550406274,0.23756970348300344,8.967503792674067,4.676640526479693,34.81818181818182,0.25251,0.7427172581354777,0.058771981133355036,0.4717373991313263,0.06943642688143947,1.0,1.0,0.0,0.16087354235509543,0.1389292060353615,7.464730143591374,4.060095192168379,36.0,0,0,0,33,1000.0,0.0,0.0,0.23140495867768596,0.030165041844391588 LR (tuned + ensemble),170.87050911529295,0.355976880680431,121.02102704404008,0.32634615259593897,0.9562323620082642,0.9511884714014192,0.0,0.29681715483722076,0.3288790800150929,1772.9723454272128,18.055698085268993,35.72727272727273,0.24491,158.05876021915012,0.1903169314066569,96.99876412252586,0.21682568555752907,1.0,1.0,0.0,0.24584842785173022,0.2585604322609332,1402.8748923675635,12.175213508812917,40.0,0,0,1,32,971.8,30.7,28.3,0.21074380165289255,0.0395287484344434 LR (tuned),170.87050911529295,0.11554940750301887,121.02102704404008,0.10905393298119077,0.9705975404135027,0.9557879375574654,0.0,0.30240281992592855,0.3364007615017948,1772.9723454272128,5.509546013888674,36.65151515151515,0.25255,158.05876021915012,0.058829413519965276,96.99876412252586,0.0862505760249892,1.0,1.0,0.0,0.2610498572359117,0.2575122541077485,1402.8748923675635,4.067640041721783,40.5,0,0,0,33,941.3,36.0,34.9,0.18973829201101927,0.03271560479323064 LR (default),4.536491992417409,0.12851071365754613,2.8968102616210682,0.12996863092563715,0.9802666115578355,0.9624056254813065,0.0,0.3174497985675089,0.3785366221645997,44.19552977352603,6.787762182097637,37.166666666666664,0.26248,3.583410120010376,0.07990590731302898,2.994106463982051,0.104980896680783,1.0,1.0,0.0,0.26184876537499124,0.29385559917332205,34.79737790723628,4.682238532824547,40.5,0,0,1,32,920.4,27.8,41.7,0.17803030303030304,0.03638877642906803 KNN (tuned + ensemble),9.286149026889994,0.24958616836303815,4.012121930930575,0.19751524231739334,1.0,0.9938383302103199,0.09090909090909091,0.45963144905008185,0.6155225613033262,54.233484561833016,11.4223913906534,41.54545454545455,0.3197,4.6692627800835504,0.10710635185241699,2.7979792946300877,0.17676389939136214,1.0,1.0,0.0,0.4456786012073394,0.6488391296142632,55.92066201498072,9.83646280007513,43.0,0,0,0,33,692.4,40.8,49.4,0.07851239669421488,0.024261507287775874 KNN (tuned),9.286149026889994,0.05394502376466488,4.012121930930575,0.040282320435423104,1.0,0.9967850435675412,0.09090909090909091,0.4777481497870918,0.6672249041511081,54.233484561833016,2.390983322122401,42.60606060606061,0.34215,4.6692627800835504,0.029062509536743164,2.7979792946300877,0.03624739765555662,1.0,1.0,0.0,0.4641563796701971,0.740394718900499,55.92066201498072,2.000488003155834,44.0,0,0,0,33,608.5,42.5,47.9,0.05440771349862259,0.02354297510758564 KNN (default),0.24162639913334188,0.029173843387000086,0.11473320891232033,0.030260209027344123,1.0,0.9999378353081131,0.09090909090909091,0.5584824663379339,0.9468680050026339,1.0005153544482035,1.4920918647664636,44.31818181818182,0.40639,0.11169254779815674,0.019644896189371746,0.06555315548394994,0.02595407415488982,1.0,1.0,0.0,0.5530598349091809,1.0,1.0,1.2186499153225778,45.0,0,0,0,33,372.1,64.1,104.9,0.015495867768595042,0.022617898518851785